Dyadic Interaction Data Exploration
Dylan Douglas-Brown
2023-09-19
Introduction
The following analysis aims to characterize dyadic interactions between caregivers and their infants. This data was collected during live, screen-mediated interactions in the infant eye-tracking lab, during which caregivers were instructed to interact with their children as naturally as possible.
The dataset contains information regarding infant sex, age, session usability, and later diagnostic status, alongside information about caregivers’ gender, income, session attendance, and behavior during interactions. This provides ample opportunity to consider how infants’ development, caregivers’ behavior, and the environment work together to shape dyadic interactions in the first months of life.
Please, take a moment to explore the raw dataset below.
Data Cleaning
Before we can dive in, some things need to be tidied. We want to make sure that our values are saved as the proper variable types, account for redundant variables, and check for possible errors in data entry.
Correcting Variable Types
It seems like many of our variables are logical or factor variables;
for example, the variable LeanForward indicates whether or
not caregivers leaned in to the camera during the live interaction.
These need to be recoded, as they will not be appropriately interpreted
as integers.
dataClean <- data %>%
mutate(ID = as.factor(ID),
CateIncome = as.factor(CateIncome),
DxStr = as.factor(DxStr),
Sex = as.factor(Sex),
NameChange = as.factor(NameChange),
Use = as.factor(Use),
Gender = as.factor(Gender),
GenStr = as.factor(GenStr),
Glasses = as.factor(Glasses),
Sing = as.factor(Sing),
Peekaboo = as.factor(Peekaboo),
Movement = as.factor(Movement),
LeanForward = as.factor(LeanForward),
Greeting = as.factor(Greeting),
Pacifier = as.factor(Pacifier),
FaceCovered = as.factor(FaceCovered),
HandinMouth = as.factor(HandinMouth))| Variable | Variable Type |
|---|---|
| ID | character |
| DxStr | character |
| SeshNum | character |
| SeshDate | character |
| Age | numeric |
| GA | numeric |
| CateIncome | integer |
| ContIncome | integer |
| Sex | character |
| InfVidName | character |
| VidNum | integer |
| NameChange | character |
| Length | integer |
| Use | character |
| Review | character |
| CGVidName | character |
| Gender | integer |
| GenStr | character |
| Glasses | integer |
| Sing | integer |
| Peekaboo | integer |
| Movement | integer |
| Misc | character |
| LeanForward | integer |
| Greeting | integer |
| Pacifier | integer |
| Asleep | integer |
| FaceCovered | integer |
| HandinMouth | integer |
| InfMovement | integer |
| InfHeadMovement | integer |
| InfMisc | character |
| InfExtra | character |
| InfExtra2 | character |
| Variable | Variable Type |
|---|---|
| ID | factor |
| DxStr | factor |
| SeshNum | character |
| SeshDate | character |
| Age | numeric |
| GA | numeric |
| CateIncome | factor |
| ContIncome | integer |
| Sex | factor |
| InfVidName | character |
| VidNum | integer |
| NameChange | factor |
| Length | integer |
| Use | factor |
| Review | character |
| CGVidName | character |
| Gender | factor |
| GenStr | factor |
| Glasses | factor |
| Sing | factor |
| Peekaboo | factor |
| Movement | factor |
| Misc | character |
| LeanForward | factor |
| Greeting | factor |
| Pacifier | factor |
| Asleep | integer |
| FaceCovered | factor |
| HandinMouth | factor |
| InfMovement | integer |
| InfHeadMovement | integer |
| InfMisc | character |
| InfExtra | character |
| InfExtra2 | character |
Correcting Redundant Strings
It seems like our variable SeshNum repeats information
already provided in the ID column, and then adds the session number at
the end of the string, after a period. Let’s fix this variable, so it is
not redundant.
dataClean <- dataClean %>%
mutate(SessionNumber1 = str_replace(SeshNum, ".*(?=[0-9])",""),
SessionNumber = as.factor(str_replace(SessionNumber1, "\\*", "")))
dataSessionNumbers <- dataClean %>%
select(ID, SeshNum, SessionNumber)
kable(dataSessionNumbers,
title = "Cleaning Session Numbers",
col.names = c("ID",
"Original SeshNum",
"Cleaned Session Number")) %>%
kable_paper(full_width = TRUE) %>%
column_spec(1:3, color = "black", background = "darkseagreen") %>%
scroll_box(width = "600px", height = "350px")| ID | Original SeshNum | Cleaned Session Number |
|---|---|---|
| 00323-03 | 00323-03.1 | 1 |
| 00323-03 | 00323-03.1 | 1 |
| 00323-03 | 00323-03.1 | 1 |
| 11530-04 | 11530-04.1 | 1 |
| 11530-04 | 11530-04.1 | 1 |
| 11530-04 | 11530-04.1 | 1 |
| 10942-05 | 10942-05.1 | 1 |
| 10942-05 | 10942-05.1 | 1 |
| 10942-05 | 10942-05.1 | 1 |
| 11675-03 | 11675-03.1 | 1 |
| 11675-03 | 11675-03.1 | 1 |
| 11675-03 | 11675-03.1 | 1 |
| 00124-03 | 00124-03.1 | 1 |
| 00124-03 | 00124-03.1 | 1 |
| 00124-03 | 00124-03.1 | 1 |
| 00132-03 | 00132-03.1 | 1 |
| 00132-03 | 00132-03.1 | 1 |
| 00132-03 | 00132-03.1 | 1 |
| 12911-03 | 12911-03.1 | 1 |
| 12911-03 | 12911-03.1 | 1 |
| 12911-03 | 12911-03.1 | 1 |
| 00503-04 | 00503-04.1 | 1 |
| 00503-04 | 00503-04.1 | 1 |
| 00503-04 | 00503-04.1 | 1 |
| 00139-03 | 00139-03.1 | 1 |
| 00139-03 | 00139-03.1 | 1 |
| 00139-03 | 00139-03.1 | 1 |
| 00512-03 | 00512-03.1 | 1 |
| 00512-03 | 00512-03.1 | 1 |
| 00512-03 | 00512-03.1 | 1 |
| 10187-05 | 10187-05.1 | 1 |
| 10187-05 | 10187-05.1 | 1 |
| 10187-05 | 10187-05.1 | 1 |
| 14986-03 | 14986-03.1 | 1 |
| 11050-03 | 11050-03.1 | 1 |
| 11050-03 | 11050-03.1 | 1 |
| 11050-03 | 11050-03.1 | 1 |
| 10846-03 | 10846-03.1 | 1 |
| 10846-03 | 10846-03.1 | 1 |
| 10846-03 | 10846-03.1 | 1 |
| 10745-03 | 10745-03.1 | 1 |
| 10745-03 | 10745-03.1 | 1 |
| 10745-03 | 10745-03.1 | 1 |
| 15986-04 | 15986-04.1 | 1 |
| 16182-03 | 16182-03.1 | 1 |
| 15824-03 | 15824-03.1 | 1 |
| 15851-03 | 15851-03.1 | 1 |
| 00561-03 | 00561-03.1 | 1 |
| 00561-03 | 00561-03.1 | 1 |
| 00561-03 | 00561-03.1 | 1 |
| 10869-03 | 10869-03.1 | 1 |
| 10869-03 | 10869-03.1 | 1 |
| 10869-03 | 10869-03.1 | 1 |
| 00184-03 | 00184-03.1 | 1 |
| 00184-03 | 00184-03.1 | 1 |
| 00184-03 | 00184-03.1 | 1 |
| 15939-03 | 15939-03.1 | 1 |
| 11635-03 | 11635-03.1 | 1 |
| 11635-03 | 11635-03.1 | 1 |
| 11635-03 | 11635-03.1 | 1 |
| 15792-03 | 15792-03.1 | 1 |
| 15792-03 | 15792-03.1 | 1 |
| 15792-03 | 15792-03.1 | 1 |
| 00013-03 | 00013-03.2 | 2 |
| 00013-03 | 00013-03.2 | 2 |
| 00013-03 | 00013-03.2 | 2 |
| 00204-03 | 00204-03.1 | 1 |
| 00204-03 | 00204-03.1 | 1 |
| 00204-03 | 00204-03.1 | 1 |
| 11656-03 | 11656-03.1 | 1 |
| 11656-03 | 11656-03.1 | 1 |
| 11656-03 | 11656-03.1 | 1 |
| 16201-03 | 16201-03.1 | 1 |
| 14174-03 | 14174-03.1 | 1 |
| 14174-03 | 14174-03.1 | 1 |
| 14174-03 | 14174-03.1 | 1 |
| 11017-03 | 11017-03.1 | 1 |
| 11017-03 | 11017-03.1 | 1 |
| 11017-03 | 11017-03.1 | 1 |
| 14503-03 | 14503-03.1 | 1 |
| 14503-03 | 14503-03.1 | 1 |
| 14503-03 | 14503-03.1 | 1 |
| 00672-03 | 00672-03.1 | 1 |
| 00672-03 | 00672-03.1 | 1 |
| 00672-03 | 00672-03.1 | 1 |
| 00410-03 | 00410-03.1 | 1 |
| 00410-03 | 00410-03.1 | 1 |
| 00410-03 | 00410-03.1 | 1 |
| 11689-03 | 11689-03.1 | 1 |
| 11689-03 | 11689-03.1 | 1 |
| 11689-03 | 11689-03.1 | 1 |
| 11083-04 | 11083-04.1 | 1 |
| 11083-04 | 11083-04.1 | 1 |
| 11083-04 | 11083-04.1 | 1 |
| 10996-04 | 10996-04.1 | 1 |
| 10996-04 | 10996-04.1 | 1 |
| 10996-04 | 10996-04.1 | 1 |
| 13220-03 | 13220-03.2 | 2 |
| 13220-03 | 13220-03.2 | 2 |
| 13220-03 | 13220-03.2 | 2 |
| 14986-03 | 14986-03.2 | 2 |
| 00265-03 | 00265-03.1 | 1 |
| 00265-03 | 00265-03.1 | 1 |
| 00265-03 | 00265-03.1 | 1 |
| 10875-04 | 10875-04.1 | 1 |
| 13347-03 | 13347-03.1 | 1 |
| 13347-03 | 13347-03.1 | 1 |
| 13347-03 | 13347-03.1 | 1 |
| 15996-03 | 15996-03.2 | 2 |
| 12911-03 | 12911-03.2 | 2 |
| 12911-03 | 12911-03.2 | 2 |
| 12911-03 | 12911-03.2 | 2 |
| 10226-03 | 10226-03.1 | 1 |
| 10226-03 | 10226-03.1 | 1 |
| 11707-03 | 11707-03.1 | 1 |
| 11707-03 | 11707-03.1 | 1 |
| 11707-03 | 11707-03.1 | 1 |
| 11530-04 | 11530-04.2 | 2 |
| 11530-04 | 11530-04.2 | 2 |
| 11530-04 | 11530-04.2 | 2 |
| 14172-05 | 14172-05.1 | 1 |
| 14172-05 | 14172-05.1 | 1 |
| 14172-05 | 14172-05.1 | 1 |
| 16182-03 | 16182-03.2 | 2 |
| 12429-05 | 12429-05.1 | 1 |
| 12429-05 | 12429-05.1 | 1 |
| 12429-05 | 12429-05.1 | 1 |
| 10845-03 | 10845-03.1 | 1 |
| 10845-03 | 10845-03.1 | 1 |
| 10845-03 | 10845-03.1 | 1 |
| 00503-04 | 00503-04.2 | 2 |
| 00503-04 | 00503-04.2 | 2 |
| 00503-04 | 00503-04.2 | 2 |
| 10736-03 | 10736-03.1 | 1 |
| 10736-03 | 10736-03.1 | 1 |
| 10736-03 | 10736-03.1 | 1 |
| 15980-03 | 15980-03.1 | 1 |
| 00512-03 | 00512-03.2 | 2 |
| 00512-03 | 00512-03.2 | 2 |
| 00512-03 | 00512-03.2 | 2 |
| 11720-04 | 11720-04.1 | 1 |
| 11720-04 | 11720-04.1 | 1 |
| 11720-04 | 11720-04.1 | 1 |
| 00561-05 | 00561-05.1 | 1 |
| 10096-07 | 10096-07.1 | 1 |
| 10096-07 | 10096-07.1 | 1 |
| 10096-07 | 10096-07.1 | 1 |
| 12001-03 | 12001-03.1 | 1 |
| 00132-03 | 00132-03.2 | 2 |
| 00132-03 | 00132-03.2 | 2 |
| 00132-03 | 00132-03.2 | 2 |
| 00139-03 | 00139-03.2 | 2 |
| 00139-03 | 00139-03.2 | 2 |
| 00139-03 | 00139-03.2 | 2 |
| 15846-03 | 15846-03.1 | 1 |
| 12717-03 | 12717-03.1 | 1 |
| 12717-03 | 12717-03.1 | 1 |
| 12717-03 | 12717-03.1 | 1 |
| 12257-03 | 12257-03.1 | 1 |
| 12257-03 | 12257-03.1 | 1 |
| 12257-03 | 12257-03.1 | 1 |
| 11652-03 | 11652-03.1 | 1 |
| 11652-03 | 11652-03.1 | 1 |
| 11652-03 | 11652-03.1 | 1 |
| 16218-03 | 16218-03.1 | 1 |
| 00505-03 | 00505-03.1 | 1 |
| 00505-03 | 00505-03.1 | 1 |
| 00505-03 | 00505-03.1 | 1 |
| 10792-03 | 10792-03.1 | 1 |
| 10792-03 | 10792-03.1 | 1 |
| 10792-03 | 10792-03.1 | 1 |
| 10141-04 | 10141-04.1 | 1 |
| 10141-04 | 10141-04.1 | 1 |
| 10141-04 | 10141-04.1 | 1 |
| 11966-03 | 11966-03.1 | 1 |
| 11966-03 | 11966-03.1 | 1 |
| 11966-03 | 11966-03.1 | 1 |
| 00583-03 | 00583-03.1 | 1 |
| 00583-03 | 00583-03.1 | 1 |
| 00583-03 | 00583-03.1 | 1 |
| 14986-03 | 14986-03.3 | 3 |
| 15792-03 | 15792-03.2 | 2 |
| 15792-03 | 15792-03.2 | 2 |
| 15792-03 | 15792-03.2 | 2 |
| 11656-03 | 11656-03.2 | 2 |
| 11656-03 | 11656-03.2 | 2 |
| 11656-03 | 11656-03.2 | 2 |
| 12911-03 | 12911-03.3 | 3 |
| 12911-03 | 12911-03.3 | 3 |
| 12911-03 | 12911-03.3 | 3 |
| 10205-03 | 10205-03.2 | 2 |
| 10205-03 | 10205-03.2 | 2 |
| 10205-03 | 10205-03.2 | 2 |
| 00427-03 | 00427-03.1 | 1 |
| 00561-03 | 00561-03.2 | 2 |
| 00561-03 | 00561-03.2 | 2 |
| 00561-03 | 00561-03.2 | 2 |
| 16204-03 | 16204-03.2 | 2 |
| 11706-04 | 11706-04.2 | 2 |
| 11706-04 | 11706-04.2 | 2 |
| 11706-04 | 11706-04.2 | 2 |
| 14258-03 | 14258-03.1 | 1 |
| 14258-03 | 14258-03.1 | 1 |
| 14258-03 | 14258-03.1 | 1 |
| 00503-04 | 00503-04.3 | 3 |
| 00503-04 | 00503-04.3 | 3 |
| 00503-04 | 00503-04.3 | 3 |
| 11083-04 | 11083-04.2 | 2 |
| 11083-04 | 11083-04.2 | 2 |
| 11083-04 | 11083-04.2 | 2 |
| 00124-03 | 00124-03.3 | 3 |
| 00124-03 | 00124-03.3 | 3 |
| 00124-03 | 00124-03.3 | 3 |
| 00204-03 | 00204-03.2 | 2 |
| 00204-03 | 00204-03.2 | 2 |
| 00204-03 | 00204-03.2 | 2 |
| 10736-03 | 10736-03.2 | 2 |
| 10736-03 | 10736-03.2 | 2 |
| 10736-03 | 10736-03.2 | 2 |
| 11707-03 | 11707-03.2 | 2 |
| 11707-03 | 11707-03.2 | 2 |
| 11707-03 | 11707-03.2 | 2 |
| 11530-04 | 11530-04.3 | 3 |
| 11530-04 | 11530-04.3 | 3 |
| 11530-04 | 11530-04.3 | 3 |
| 00327-03 | 00327-03.2 | 2 |
| 00327-03 | 00327-03.2 | 2 |
| 00327-03 | 00327-03.2 | 2 |
| 11973-03 | 11973-03.2 | 2 |
| 11973-03 | 11973-03.2 | 2 |
| 11973-03 | 11973-03.2 | 2 |
| 11551-05 | 11551-05.1 | 1 |
| 11551-05 | 11551-05.1 | 1 |
| 11551-05 | 11551-05.1 | 1 |
| 16311-03 | 16311-03.2 | 2 |
| 10875-04 | 10875-04.2 | 2 |
| 10875-04 | 10875-04.2 | 2 |
| 10875-04 | 10875-04.2 | 2 |
| 13347-03 | 13347-03.2 | 2 |
| 13347-03 | 13347-03.2 | 2 |
| 13347-03 | 13347-03.2 | 2 |
| 10942-05 | 10942-05.3 | 3 |
| 10942-05 | 10942-05.3 | 3 |
| 10942-05 | 10942-05.3 | 3 |
| 10845-03 | 10845-03.2 | 2 |
| 10845-03 | 10845-03.2 | 2 |
| 10845-03 | 10845-03.2 | 2 |
| 00179-04 | 00179-04.3 | 3 |
| 00179-04 | 00179-04.3 | 3 |
| 00179-04 | 00179-04.3 | 3 |
| 15812-03 | 15812-03.2 | 2 |
| 11652-03 | 11652-03.2 | 2 |
| 11652-03 | 11652-03.2 | 2 |
| 11652-03 | 11652-03.2 | 2 |
| 11720-04 | 11720-04.2 | 2 |
| 11720-04 | 11720-04.2 | 2 |
| 11720-04 | 11720-04.2 | 2 |
| 12002-04 | 12002-04.2 | 2 |
| 12002-04 | 12002-04.2 | 2 |
| 12002-04 | 12002-04.2 | 2 |
| 16182-03 | 16182-03.3 | 3 |
| 00265-03 | 00265-03.2 | 2 |
| 00265-03 | 00265-03.2 | 2 |
| 00265-03 | 00265-03.2 | 2 |
| 00468-03 | 00468-03.1 | 1 |
| 00468-03 | 00468-03.1 | 1 |
| 00468-03 | 00468-03.1 | 1 |
| 15996-03 | 15996-03.3 | 3 |
| 12429-05 | 12429-05.2 | 2 |
| 12429-05 | 12429-05.2 | 2 |
| 12429-05 | 12429-05.2 | 2 |
| 15831-03 | 15831-03.2 | 2 |
| 11525-05 | 11525-05.1 | 1 |
| 11525-05 | 11525-05.1 | 1 |
| 11525-05 | 11525-05.1 | 1 |
| 15561-03 | 15561-03.1 | 1 |
| 15561-03 | 15561-03.1 | 1 |
| 15561-03 | 15561-03.1 | 1 |
| 10799-03 | 10799-03.2 | 2 |
| 10799-03 | 10799-03.2 | 2 |
| 10799-03 | 10799-03.2 | 2 |
| 00512-03 | 00512-03.3 | 3 |
| 00512-03 | 00512-03.3 | 3 |
| 00512-03 | 00512-03.3 | 3 |
| 14174-03 | 14174-03.2 | 2 |
| 14174-03 | 14174-03.2 | 2 |
| 14174-03 | 14174-03.2 | 2 |
| 15626-03 | 15626-03.3 | 3 |
| 15626-03 | 15626-03.3 | 3 |
| 15626-03 | 15626-03.3 | 3 |
| 15832-03 | 15832-03.2 | 2 |
| 10185-04 | 10185-04.2 | 2 |
| 10185-04 | 10185-04.2 | 2 |
| 10185-04 | 10185-04.2 | 2 |
| 10096-07 | 10096-07.2 | 2 |
| 10096-07 | 10096-07.2 | 2 |
| 10096-07 | 10096-07.2 | 2 |
| 10846-03 | 10846-03.2 | 2 |
| 10846-03 | 10846-03.2 | 2 |
| 10846-03 | 10846-03.2 | 2 |
| 10897-03 | 10897-03.1 | 1 |
| 10897-03 | 10897-03.1 | 1 |
| 10897-03 | 10897-03.1 | 1 |
| 11689-03 | 11689-03.2 | 2 |
| 11689-03 | 11689-03.2 | 2 |
| 11689-03 | 11689-03.2 | 2 |
| 11689-04 | 11689-04.2 | 2 |
| 11689-04 | 11689-04.2 | 2 |
| 11689-04 | 11689-04.2 | 2 |
| 00139-03 | 00139-03.3 | 3 |
| 00139-03 | 00139-03.3 | 3 |
| 00139-03 | 00139-03.3 | 3 |
| 14216-03 | 14216-03.2 | 2 |
| 14216-03 | 14216-03.2 | 2 |
| 14216-03 | 14216-03.2 | 2 |
| 16218-03 | 16218-03.2 | 2 |
| 00184-03 | 00184-03.2 | 2 |
| 00184-03 | 00184-03.2 | 2 |
| 00184-03 | 00184-03.2 | 2 |
| 10165-05 | 10165-05.1 | 1 |
| 10165-05 | 10165-05.1 | 1 |
| 10165-05 | 10165-05.1 | 1 |
| 15908-03 | 15908-03.2 | 2 |
| 10139-06 | 10139-06.3 | 3 |
| 10139-06 | 10139-06.3 | 3 |
| 10139-06 | 10139-06.3 | 3 |
| 10897-05 | 10897-05.2 | 2 |
| 10897-05 | 10897-05.2 | 2 |
| 10897-05 | 10897-05.2 | 2 |
| 11937-03 | 11937-03.1 | 1 |
| 11937-03 | 11937-03.1 | 1 |
| 11937-03 | 11937-03.1 | 1 |
| 00162-04 | 00162-04.1 | 1 |
| 00162-04 | 00162-04.1 | 1 |
| 00162-04 | 00162-04.1 | 1 |
| 15980-03 | 15980-03.2 | 2 |
| 15010-03 | 15010-03.2 | 2 |
| 15010-03 | 15010-03.2 | 2 |
| 15010-03 | 15010-03.2 | 2 |
| 11097-03 | 11097-03.1 | 1 |
| 11097-03 | 11097-03.1 | 1 |
| 11097-03 | 11097-03.1 | 1 |
| 16282-03 | 16282-03.3 | 3 |
| 00589-03 | 00589-03.1 | 1 |
| 00589-03 | 00589-03.1 | 1 |
| 00589-03 | 00589-03.1 | 1 |
| 10981-03 | 10981-03.1 | 1 |
| 10981-03 | 10981-03.1 | 1 |
| 10981-03 | 10981-03.1 | 1 |
| 11675-03 | 11675-03.3 | 3 |
| 11675-03 | 11675-03.3 | 3 |
| 11675-03 | 11675-03.3 | 3 |
| 10798-03 | 10798-03.1 | 1 |
| 10798-03 | 10798-03.1 | 1 |
| 10798-03 | 10798-03.1 | 1 |
| 00132-03 | 00132-03.3 | 3 |
| 00132-03 | 00132-03.3 | 3 |
| 00132-03 | 00132-03.3 | 3 |
| 00497-03 | 00497-03.1 | 1 |
| 00497-03 | 00497-03.1 | 1 |
| 00497-03 | 00497-03.1 | 1 |
| 00492-03 | 00492-03.1 | 1 |
| 00492-03 | 00492-03.1 | 1 |
| 00492-03 | 00492-03.1 | 1 |
| 00003-03 | 00003-03.1 | 1 |
| 00003-03 | 00003-03.1 | 1 |
| 00003-03 | 00003-03.1 | 1 |
| 00021-03 | 00021-03.1 | 1 |
| 00021-03 | 00021-03.1 | 1 |
| 00021-03 | 00021-03.1 | 1 |
| 13309-03 | 13309-03.1 | 1 |
| 13309-03 | 13309-03.1 | 1 |
| 13309-03 | 13309-03.1 | 1 |
| 11788-03 | 11788-03.1 | 1 |
| 11788-03 | 11788-03.1 | 1 |
| 11788-03 | 11788-03.1 | 1 |
| 00505-03 | 00505-03.2 | 2 |
| 00505-03 | 00505-03.2 | 2 |
| 00505-03 | 00505-03.2 | 2 |
| 00493-03 | 00493-03.1 | 1 |
| 00493-03 | 00493-03.1 | 1 |
| 00493-03 | 00493-03.1 | 1 |
| 00493-04 | 00493-04.1 | 1 |
| 00493-04 | 00493-04.1 | 1 |
| 00493-04 | 00493-04.1 | 1 |
| 11017-03 | 11017-03.3 | 3 |
| 11017-03 | 11017-03.3 | 3 |
| 11017-03 | 11017-03.3 | 3 |
| 15507-03 | 15507-03.2 | 2 |
| 10205-03 | 10205-03.3 | 3 |
| 10205-03 | 10205-03.3 | 3 |
| 10205-03 | 10205-03.3 | 3 |
| 10205-03 | 10205-03.3 | 3 |
| 00136-03 | 00136-03.1 | 1 |
| 00136-03 | 00136-03.1 | 1 |
| 00136-03 | 00136-03.1 | 1 |
| 10152-04 | 10152-04.3 | 3 |
| 10152-04 | 10152-04.3 | 3 |
| 10152-04 | 10152-04.3 | 3 |
| 00410-03 | 00410-03.2 | 2 |
| 00410-03 | 00410-03.2 | 2 |
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| 11050-03 | 11050-03.3 | 3 |
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| 10891-03 | 10891-03.1 | 1 |
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| 10891-03 | 10891-03.1 | 1 |
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| 00427-03 | 00427-03.2 | 2 |
| 00427-03 | 00427-03.2 | 2 |
| 00427-03 | 00427-03.2 | 2 |
| 11635-03 | 11635-03.3 | 3 |
| 11635-03 | 11635-03.3 | 3 |
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| 12717-03 | 12717-03.2 | 2 |
| 12717-03 | 12717-03.2 | 2 |
| 12717-03 | 12717-03.2 | 2 |
| 15792-03 | 15792-03.3 | 3 |
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| 10845-03 | 10845-03.3 | 3 |
| 11063-06 | 11063-06.2 | 2 |
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| 10745-03 | 10745-03.3 | 3 |
| 10824-03 | 10824-03.1 | 1 |
| 10824-03 | 10824-03.1 | 1 |
| 10824-03 | 10824-03.1 | 1 |
| 10158-04 | 10158-04.3 | 3 |
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| 10158-04 | 10158-04.3 | 3 |
| 00583-03 | 00583-03.2 | 2 |
| 00583-03 | 00583-03.2 | 2 |
| 00583-03 | 00583-03.2 | 2 |
| 11639-03 | 11639-03.3 | 3 |
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| 14174-03 | 14174-03.3 | 3 |
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| 14172-05 | 14172-05.3 | 3 |
| 10187-05 | 10187-05.4 | 4 |
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| 14986-03 | 14986-03.4 | 4 |
| 15939-03 | 15939-03.3 | 3 |
| 00507-03 | 00507-03.2 | 2 |
| 00507-03 | 00507-03.2 | 2 |
| 00507-03 | 00507-03.2 | 2 |
| 11551-03 | 11551-03.1 | 1 |
| 11551-03 | 11551-03.1 | 1 |
| 11551-03 | 11551-03.1 | 1 |
| 11657-03 | 11657-03.3 | 3 |
| 11657-03 | 11657-03.3 | 3 |
| 11657-03 | 11657-03.3 | 3 |
| 10171-03 | 10171-03.3 | 3 |
| 10171-03 | 10171-03.3 | 3 |
| 10029-04 | 10029-04.3 | 3 |
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| 10029-04 | 10029-04.3 | 3 |
| 10873-03 | 10873-03.1 | 1 |
| 10873-03 | 10873-03.1 | 1 |
| 10873-03 | 10873-03.1 | 1 |
| 10189-04 | 10189-04.3 | 3 |
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| 16458-03 | 16458-03.2 | 2 |
| 11578-03 | 11578-03.2 | 2 |
| 11578-03 | 11578-03.2 | 2 |
| 11578-03 | 11578-03.2 | 2 |
| 11994-03 | 11994-03.2 | 2 |
| 11994-03 | 11994-03.2 | 2 |
| 11994-03 | 11994-03.2 | 2 |
| 00323-03 | 00323-03.3 | 3 |
| 00323-03 | 00323-03.3 | 3 |
| 00323-03 | 00323-03.3 | 3 |
| 00323-03 | 00323-03.4 | 4 |
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| 00503-04 | 00503-04.4 | 4 |
| 10869-03 | 10869-03.3 | 3 |
| 10869-03 | 10869-03.3 | 3 |
| 10869-03 | 10869-03.3 | 3 |
| 10019-04 | 10019-04.2 | 2 |
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| 15851-03 | 15851-03.3 | 3 |
| 12911-03 | 12911-03.4 | 4 |
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| 00076-03 | 00076-03.1 | 1 |
| 00076-03 | 00076-03.1 | 1 |
| 00076-03 | 00076-03.1 | 1 |
| 00139-03 | 00139-03.4 | 4 |
| 00139-03 | 00139-03.4 | 4 |
| 00139-03 | 00139-03.4 | 4 |
| 10792-03 | 10792-03.2 | 2 |
| 10792-03 | 10792-03.2 | 2 |
| 10792-03 | 10792-03.2 | 2 |
| 14216-03 | 14216-03.3 | 3 |
| 14216-03 | 14216-03.3 | 3 |
| 14216-03 | 14216-03.3 | 3 |
| 16218-03 | 16218-03.3 | 3 |
| 11687-03 | 11687-03.1 | 1 |
| 11687-03 | 11687-03.1 | 1 |
| 11687-03 | 11687-03.1 | 1 |
| 11966-03 | 11966-03.2 | 2 |
| 11966-03 | 11966-03.2 | 2 |
| 11966-03 | 11966-03.2 | 2 |
| 00672-03 | 00672-03.2 | 2 |
| 00672-03 | 00672-03.2 | 2 |
| 00672-03 | 00672-03.2 | 2 |
| 15908-03 | 15908-03.3 | 3 |
| 15996-03 | 15996-03.4 | 4 |
| 10185-04 | 10185-04.3 | 3 |
| 10185-04 | 10185-04.3 | 3 |
| 10185-04 | 10185-04.3 | 3 |
| 12401-04 | 12401-04.2 | 2 |
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| 12401-04 | 12401-04.2 | 2 |
| 11706-04 | 11706-04.3 | 3 |
| 11706-04 | 11706-04.3 | 3 |
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| 11689-03 | 11689-03.3 | 3 |
| 11689-04 | 11689-04.3 | 3 |
| 11689-04 | 11689-04.3 | 3 |
| 11689-04 | 11689-04.3 | 3 |
| 15469-03 | 15469-03.2 | 2 |
| 15469-03 | 15469-03.2 | 2 |
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| 11525-05 | 11525-05.2 | 2 |
| 11525-05 | 11525-05.2 | 2 |
| 00266-03 | 00266-03.2 | 2 |
| 00266-03 | 00266-03.2 | 2 |
| 00266-03 | 00266-03.2 | 2 |
| 00512-03 | 00512-03.4 | 4 |
| 00512-03 | 00512-03.4 | 4 |
| 00512-03 | 00512-03.4 | 4 |
| 00606-03 | 00606-03.2 | 2 |
| 15010-03 | 15010-03.3 | 3 |
| 15010-03 | 15010-03.3 | 3 |
| 15010-03 | 15010-03.3 | 3 |
| 10010-05 | 10010-05.3 | 3 |
| 10010-05 | 10010-05.3 | 3 |
| 10010-05 | 10010-05.3 | 3 |
| 00468-03 | 00468-03.2 | 2 |
| 00468-03 | 00468-03.2 | 2 |
| 00468-03 | 00468-03.2 | 2 |
| 10165-05 | 10165-05.2 | 2 |
| 10165-05 | 10165-05.2 | 2 |
| 10165-05 | 10165-05.2 | 2 |
| 00540-03 | 00540-03.1 | 1 |
| 00540-03 | 00540-03.1 | 1 |
| 00540-03 | 00540-03.1 | 1 |
| 00013-03 | 00013-03.4 | 4 |
| 00013-03 | 00013-03.4 | 4 |
| 00013-03 | 00013-03.4 | 4 |
| 00204-03 | 00204-03.3 | 3 |
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| 00204-03 | 00204-03.3 | 3 |
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| 12001-03 | 12001-03.3 | 3 |
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| 12257-03 | 12257-03.3 | 3 |
| 12257-03 | 12257-03.3 | 3 |
| 00179-04 | 00179-04.4 | 4 |
| 00179-04 | 00179-04.4 | 4 |
| 00179-04 | 00179-04.4 | 4 |
| 10322-04 | 10322-04.3 | 3 |
| 00249-03 | 00249-03.1 | 1 |
| 00249-03 | 00249-03.1 | 1 |
| 00249-03 | 00249-03.1 | 1 |
| 15812-03 | 15812-03.3 | 3 |
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| 11938-03 | 11938-03.1 | 1 |
| 11938-03 | 11938-03.1 | 1 |
| 11938-03 | 11938-03.1 | 1 |
| 16121-03 | 16121-03.1 | 1 |
| 11675-03 | 11675-03.4 | 4 |
| 11675-03 | 11675-03.4 | 4 |
| 11675-03 | 11675-03.4 | 4 |
| 15664-03 | 15664-03.4 | 4 |
| 15664-03 | 15664-03.4 | 4 |
| 15664-03 | 15664-03.4 | 4 |
| 00264-03 | 00264-03.1 | 1 |
| 00264-03 | 00264-03.1 | 1 |
| 00264-03 | 00264-03.1 | 1 |
| 00561-03 | 00561-03.3 | 3 |
| 00561-03 | 00561-03.3 | 3 |
| 00561-03 | 00561-03.3 | 3 |
| 16523-03 | 16523-03.1 | 1 |
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| 00532-04 | 00532-04.3 | 3 |
| 00532-04 | 00532-04.3 | 3 |
| 12007-03 | 12007-03.1 | 1 |
| 12007-03 | 12007-03.1 | 1 |
| 12007-03 | 12007-03.1 | 1 |
| 00162-03 | 00162-03.2 | 2 |
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| 00162-03 | 00162-03.2 | 2 |
| 00162-04 | 00162-04.2 | 2 |
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| 00162-04 | 00162-04.2 | 2 |
| 10878-03 | 10878-03.1 | 1 |
| 10878-03 | 10878-03.1 | 1 |
| 10878-03 | 10878-03.1 | 1 |
| 00327-03 | 00327-03.3 | 3 |
| 00327-03 | 00327-03.3 | 3 |
| 00327-03 | 00327-03.3 | 3 |
| 10141-04 | 10141-04.2 | 2 |
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| 10141-04 | 10141-04.2 | 2 |
| 14219-03 | 14219-03.4 | 4 |
| 14219-03 | 14219-03.4 | 4 |
| 14219-03 | 14219-03.4 | 4 |
| 15558-03 | 15558-03.2 | 2 |
| 15558-03 | 15558-03.2 | 2 |
| 15558-03 | 15558-03.2 | 2 |
| 00032-04 | 00032-04.1 | 1 |
| 00032-04 | 00032-04.1 | 1 |
| 00032-04 | 00032-04.1 | 1 |
| 12488-03 | 12488-03.1 | 1 |
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| 12488-03 | 12488-03.1 | 1 |
| 15934-03 | 15934-03.1 | 1 |
| 10171-03 | 10171-03.4 | 4 |
| 10171-03 | 10171-03.4 | 4 |
| 00039-04 | 00039-04.1 | 1 |
| 00039-04 | 00039-04.1 | 1 |
| 00039-04 | 00039-04.1 | 1 |
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| 12410-04 | 12410-04.2 | 2 |
| 12717-03 | 12717-03.3 | 3 |
| 12717-03 | 12717-03.3 | 3 |
| 12717-03 | 12717-03.3 | 3 |
| 10845-03 | 10845-03.4 | 4 |
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| 11063-06 | 11063-06.3 | 3 |
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| 11063-06 | 11063-06.3 | 3 |
| 10579-05 | 10579-05.4 | 4 |
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| 10579-05 | 10579-05.4 | 4 |
| 11937-03 | 11937-03.2 | 2 |
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| 12857-03 | 12857-03.1 | 1 |
| 12857-03 | 12857-03.1 | 1 |
| 12857-03 | 12857-03.1 | 1 |
| 00179-04 | 00179-04.5 | 5 |
| 10118-05 | 10118-05.3 | 3 |
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| 10118-05 | 10118-05.3 | 3 |
| 11017-03 | 11017-03.4 | 4 |
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| 11017-03 | 11017-03.4 | 4 |
| 10165-05 | 10165-05.3 | 3 |
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| 10165-05 | 10165-05.3 | 3 |
| 11551-03 | 11551-03.2 | 2 |
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| 11551-03 | 11551-03.2 | 2 |
| 13078-03 | 13078-03.1 | 1 |
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| 13078-03 | 13078-03.1 | 1 |
| 15908-03 | 15908-03.4 | 4 |
| 10942-03 | 10942-03.2 | 2 |
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| 15832-03 | 15832-03.3 | 3 |
| 00212-05 | 00212-05.1 | 1 |
| 00188-03 | 00188-03.1 | 1 |
| 00188-03 | 00188-03.1 | 1 |
| 00188-03 | 00188-03.1 | 1 |
| 10152-04 | 10152-04.4 | 4 |
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| 16204-03 | 16204-03.4 | 4 |
| 12429-05 | 12429-05.3 | 3 |
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| 12429-05 | 12429-05.3 | 3 |
| 10840-03 | 10840-03.4 | 4 |
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| 10840-03 | 10840-03.4 | 4 |
| 10981-03 | 10981-03.2 | 2 |
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| 11675-03 | 11675-03.5 | 5 |
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| 11675-03 | 11675-03.5 | 5 |
| 15802-03 | 15802-03.2 | 2 |
| 15802-03 | 15802-03.2 | 2 |
| 15802-03 | 15802-03.2 | 2 |
| 15831-03 | 15831-03.3 | 3 |
| 00124-03 | 00124-03.4 | 4 |
| 00124-03 | 00124-03.4 | 4 |
| 00124-03 | 00124-03.4 | 4 |
| 10824-03 | 10824-03.2 | 2 |
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| 10824-03 | 10824-03.2 | 2 |
| 11617-03 | 11617-03.2 | 2 |
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| 11617-03 | 11617-03.2 | 2 |
| 11712-03 | 11712-03.3 | 3 |
| 11712-03 | 11712-03.3 | 3 |
| 11712-03 | 11712-03.3 | 3 |
| 10799-03 | 10799-03.4 | 4 |
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| 12257-03 | 12257-03.4 | 4 |
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| 12257-03 | 12257-03.4 | 4 |
| 15473-03 | 15473-03.4 | 4 |
| 15473-03 | 15473-03.4 | 4 |
| 15473-03 | 15473-03.4 | 4 |
| 15851-03 | 15851-03.4 | 4 |
| 10736-03 | 10736-03.3 | 3 |
| 10736-03 | 10736-03.3 | 3 |
| 10736-03 | 10736-03.3 | 3 |
| 15980-03 | 15980-03.4 | 4 |
| 00139-03 | 00139-03.5 | 5 |
| 00139-03 | 00139-03.5 | 5 |
| 00139-03 | 00139-03.5 | 5 |
| 11707-03 | 11707-03.4 | 4 |
| 11707-03 | 11707-03.4 | 4 |
| 11707-03 | 11707-03.4 | 4 |
| 11788-03 | 11788-03.2 | 2 |
| 11788-03 | 11788-03.2 | 2 |
| 11788-03 | 11788-03.2 | 2 |
| 14172-05 | 14172-05.4 | 4 |
| 14172-05 | 14172-05.4 | 4 |
| 14172-05 | 14172-05.4 | 4 |
| 15626-03 | 15626-03.5 | 5 |
| 15626-03 | 15626-03.5 | 5 |
| 15626-03 | 15626-03.5 | 5 |
| 11687-03 | 11687-03.2 | 2 |
| 11687-03 | 11687-03.2 | 2 |
| 11687-03 | 11687-03.2 | 2 |
| 15978-03 | 15978-03.1 | 1 |
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| 00264-03 | 00264-03.2 | 2 |
| 00264-03 | 00264-03.2 | 2 |
| 11966-03 | 11966-03.3 | 3 |
| 11966-03 | 11966-03.3 | 3 |
| 11966-03 | 11966-03.3 | 3 |
| 11426-04 | 11426-04.3 | 3 |
| 11426-04 | 11426-04.3 | 3 |
| 11426-04 | 11426-04.3 | 3 |
| 00672-03 | 00672-03.3 | 3 |
| 00672-03 | 00672-03.3 | 3 |
| 00672-03 | 00672-03.3 | 3 |
| 11657-03 | 11657-03.4 | 4 |
| 11657-03 | 11657-03.4 | 4 |
| 11657-03 | 11657-03.4 | 4 |
| 15630-03 | 15630-03.5 | 5 |
| 15630-03 | 15630-03.5 | 5 |
| 15630-03 | 15630-03.5 | 5 |
| 00003-03 | 00003-03.2 | 2 |
| 00003-03 | 00003-03.2 | 2 |
| 00003-03 | 00003-03.2 | 2 |
| 11938-03 | 11938-03.2 | 2 |
| 11938-03 | 11938-03.2 | 2 |
| 11938-03 | 11938-03.2 | 2 |
| 14219-03 | 14219-03.5 | 5 |
| 14219-03 | 14219-03.5 | 5 |
| 14219-03 | 14219-03.5 | 5 |
| 15996-03 | 15996-03.5 | 5 |
| 00561-03 | 00561-03.4 | 4 |
| 00561-03 | 00561-03.4 | 4 |
| 00561-03 | 00561-03.4 | 4 |
| 10185-04 | 10185-04.4 | 4 |
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| 10185-04 | 10185-04.4 | 4 |
| 00410-03 | 00410-03.3 | 3 |
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| 00410-03 | 00410-03.3 | 3 |
| 00504-03 | 00504-03.2 | 2 |
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| 00504-03 | 00504-03.2 | 2 |
| 10015-03 | 10015-03.4 | 4 |
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| 15469-03 | 15469-03.3 | 3 |
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| 15469-03 | 15469-03.3 | 3 |
| 15664-03 | 15664-03.5 | 5 |
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| 16282-03 | 16282-03.5 | 5 |
| 00323-03 | 00323-03.5 | 5 |
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| 00503-04 | 00503-04.5 | 5 |
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| 10861-03 | 10861-03.4 | 4 |
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| 15628-03 | 15628-03.3 | 3 |
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| 15628-03 | 15628-03.3 | 3 |
| 00639-03 | 00639-03.3 | 3 |
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| 10745-03 | 10745-03.4 | 4 |
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| 11050-03 | 11050-03.4 | 4 |
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| 15561-03 | 15561-03.4 | 4 |
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| 15561-03 | 15561-03.4 | 4 |
| 00583-03 | 00583-03.3 | 3 |
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| 00583-03 | 00583-03.3 | 3 |
| 11639-03 | 11639-03.4 | 4 |
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| 11639-03 | 11639-03.4 | 4 |
| 11656-03 | 11656-03.4 | 4 |
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| 10798-03 | 10798-03.2 | 2 |
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| 10226-03 | 10226-03.4 | 4 |
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| 11530-04 | 11530-04.4 | 4 |
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| 10187-05 | 10187-05.5 | 5 |
| 10187-05 | 10187-05.5 | 5 |
| 10187-05 | 10187-05.5 | 5 |
| 00589-03 | 00589-03.2 | 2 |
| 00589-03 | 00589-03.2 | 2 |
| 00589-03 | 00589-03.2 | 2 |
| 10010-05 | 10010-05.4 | 4 |
| 10010-05 | 10010-05.4 | 4 |
| 10010-05 | 10010-05.4 | 4 |
| 10891-03 | 10891-03.2 | 2 |
| 10891-03 | 10891-03.2 | 2 |
| 10891-03 | 10891-03.2 | 2 |
| 11973-03 | 11973-03.4 | 4 |
| 11973-03 | 11973-03.4 | 4 |
| 11973-03 | 11973-03.4 | 4 |
| 15544-03 | 15544-03.4 | 4 |
| 15544-03 | 15544-03.4 | 4 |
| 15544-03 | 15544-03.4 | 4 |
| 11987-03 | 11987-03.2 | 2 |
| 11987-03 | 11987-03.2 | 2 |
| 11987-03 | 11987-03.2 | 2 |
| 00507-03 | 00507-03.3 | 3 |
| 00507-03 | 00507-03.3 | 3 |
| 00507-03 | 00507-03.3 | 3 |
| 10084-05 | 10084-05.2 | 2 |
| 10084-05 | 10084-05.2 | 2 |
| 10084-05 | 10084-05.2 | 2 |
| 10141-04 | 10141-04.3 | 3 |
| 10141-04 | 10141-04.3 | 3 |
| 10141-04 | 10141-04.3 | 3 |
| 15824-03 | 15824-03.4 | 4 |
| 00136-03 | 00136-03.2 | 2 |
| 00136-03 | 00136-03.2 | 2 |
| 00136-03 | 00136-03.2 | 2 |
| 10942-05 | 10942-05.5 | 5 |
| 10942-05 | 10942-05.5 | 5 |
| 10942-05 | 10942-05.5 | 5 |
| 00540-03 | 00540-03.2 | 2 |
| 00540-03 | 00540-03.2 | 2 |
| 00540-03 | 00540-03.2 | 2 |
| 10029-04 | 10029-04.4 | 4 |
| 10029-04 | 10029-04.4 | 4 |
| 10029-04 | 10029-04.4 | 4 |
| 10096-07 | 10096-07.3 | 3 |
| 10096-07 | 10096-07.3 | 3 |
| 10096-07 | 10096-07.3 | 3 |
| 16121-03 | 16121-03.2 | 2 |
| 11635-03 | 11635-03.4 | 4 |
| 11635-03 | 11635-03.4 | 4 |
| 11635-03 | 11635-03.4 | 4 |
| 10869-03 | 10869-03.4 | 4 |
| 10869-03 | 10869-03.4 | 4 |
| 11525-05 | 11525-05.3 | 3 |
| 11525-05 | 11525-05.3 | 3 |
| 11525-05 | 11525-05.3 | 3 |
| 00021-03 | 00021-03.2 | 2 |
| 00021-03 | 00021-03.2 | 2 |
| 00021-03 | 00021-03.2 | 2 |
| 12007-03 | 12007-03.2 | 2 |
| 12007-03 | 12007-03.2 | 2 |
| 12007-03 | 12007-03.2 | 2 |
| 16310-03 | 16310-03.2 | 2 |
| 00162-03 | 00162-03.3 | 3 |
| 00162-03 | 00162-03.3 | 3 |
| 00162-03 | 00162-03.3 | 3 |
| 00162-04 | 00162-04.3 | 3 |
| 00162-04 | 00162-04.3 | 3 |
| 00162-04 | 00162-04.3 | 3 |
| 00249-03 | 00249-03.2 | 2 |
| 00249-03 | 00249-03.2 | 2 |
| 00249-03 | 00249-03.2 | 2 |
| 10842-03 | 10842-03.2 | 2 |
| 10842-03 | 10842-03.2 | 2 |
| 10842-03 | 10842-03.2 | 2 |
| 14216-03 | 14216-03.4 | 4 |
| 14216-03 | 14216-03.4 | 4 |
| 14216-03 | 14216-03.4 | 4 |
| 16182-03 | 16182-03.5 | 5 |
| 13347-03 | 13347-03.4 | 4 |
| 13347-03 | 13347-03.4 | 4 |
| 13347-03 | 13347-03.4 | 4 |
| 00561-05 | 00561-05.4 | 4 |
| 14258-03 | 14258-03.3 | 3 |
| 14258-03 | 14258-03.3 | 3 |
| 14258-03 | 14258-03.3 | 3 |
| 00204-03 | 00204-03.4 | 4 |
| 00204-03 | 00204-03.4 | 4 |
| 00204-03 | 00204-03.4 | 4 |
| 10996-04 | 10996-04.4 | 4 |
| 10996-04 | 10996-04.4 | 4 |
| 10996-04 | 10996-04.4 | 4 |
| 12001-03 | 12001-03.4 | 4 |
| 12001-03 | 12001-03.4 | 4 |
| 12001-03 | 12001-03.4 | 4 |
| 12862-03 | 12862-03.1 | 1 |
| 12862-03 | 12862-03.1 | 1 |
| 12862-03 | 12862-03.1 | 1 |
| 12911-03 | 12911-03.5 | 5 |
| 12911-03 | 12911-03.5 | 5 |
| 12911-03 | 12911-03.5 | 5 |
| 15986-04 | 15986-04.4 | 4 |
| 00076-03 | 00076-03.2 | 2 |
| 00076-03 | 00076-03.2 | 2 |
| 00076-03 | 00076-03.2 | 2 |
| 00512-03 | 00512-03.5 | 5 |
| 00512-03 | 00512-03.5 | 5 |
| 00512-03 | 00512-03.5 | 5 |
| 00327-03 | 00327-03.4 | 4 |
| 00327-03 | 00327-03.4 | 4 |
| 00327-03 | 00327-03.4 | 4 |
| 10100-04 | 10100-04.4 | 4 |
| 10100-04 | 10100-04.4 | 4 |
| 10100-04 | 10100-04.4 | 4 |
| 12401-04 | 12401-04.3 | 3 |
| 12401-04 | 12401-04.3 | 3 |
| 12401-04 | 12401-04.3 | 3 |
| 14174-03 | 14174-03.4 | 4 |
| 14174-03 | 14174-03.4 | 4 |
| 14174-03 | 14174-03.4 | 4 |
| 10878-03 | 10878-03.2 | 2 |
| 10878-03 | 10878-03.2 | 2 |
| 10878-03 | 10878-03.2 | 2 |
| 13220-03 | 13220-03.5 | 5 |
| 13220-03 | 13220-03.5 | 5 |
| 13220-03 | 13220-03.5 | 5 |
| 16218-03 | 16218-03.4 | 4 |
| 00184-03 | 00184-03.3 | 3 |
| 00184-03 | 00184-03.3 | 3 |
| 00184-03 | 00184-03.3 | 3 |
| 15939-03 | 15939-03.4 | 4 |
| 00266-03 | 00266-03.3 | 3 |
| 00266-03 | 00266-03.3 | 3 |
| 00266-03 | 00266-03.3 | 3 |
| 11720-04 | 11720-04.4 | 4 |
| 11720-04 | 11720-04.4 | 4 |
| 11720-04 | 11720-04.4 | 4 |
| 00505-03 | 00505-03.3 | 3 |
| 00505-03 | 00505-03.3 | 3 |
| 00505-03 | 00505-03.3 | 3 |
| 10897-05 | 10897-05.4 | 4 |
| 10897-05 | 10897-05.4 | 4 |
| 10897-05 | 10897-05.4 | 4 |
| 11083-04 | 11083-04.4 | 4 |
| 11083-04 | 11083-04.4 | 4 |
| 11083-04 | 11083-04.4 | 4 |
| 00132-03 | 00132-03.4 | 4 |
| 00132-03 | 00132-03.4 | 4 |
| 11675-05 | 11675-05.5 | 5 |
| 12488-03 | 12488-03.2 | 2 |
| 12488-03 | 12488-03.2 | 2 |
| 12488-03 | 12488-03.2 | 2 |
| 15792-03 | 15792-03.4 | 4 |
| 16182-03 | 16182-03.6 | 6 |
| 10118-05 | 10118-05.4 | 4 |
| 10118-05 | 10118-05.4 | 4 |
| 10118-05 | 10118-05.4 | 4 |
| 00212-05 | 00212-05.2 | 2 |
| 10152-04 | 10152-04.5 | 5 |
| 10152-04 | 10152-04.5 | 5 |
| 10152-04 | 10152-04.5 | 5 |
| 10189-04 | 10189-04.5 | 5 |
| 10189-04 | 10189-04.5 | 5 |
| 00323-03 | 00323-03.6 | 6 |
| 00323-03 | 00323-03.6 | 6 |
| 00323-03 | 00323-03.6 | 6 |
| 11712-03 | 11712-03.4 | 4 |
| 11712-03 | 11712-03.4 | 4 |
| 11712-03 | 11712-03.4 | 4 |
| 00468-03 | 00468-03.3 | 3 |
| 00468-03 | 00468-03.3 | 3 |
| 00468-03 | 00468-03.3 | 3 |
| 15019-03 | 15019-03.4 | 4 |
| 15019-03 | 15019-03.4 | 4 |
| 15019-03 | 15019-03.4 | 4 |
| 13078-03 | 13078-03.2 | 2 |
| 13078-03 | 13078-03.2 | 2 |
| 13078-03 | 13078-03.2 | 2 |
| 11657-03 | 11657-03.5 | 5 |
| 11657-03 | 11657-03.5 | 5 |
| 11657-03 | 11657-03.5 | 5 |
| 00003-03 | 00003-03.3 | 3 |
| 00003-03 | 00003-03.3 | 3 |
| 00003-03 | 00003-03.3 | 3 |
| 00561-03 | 00561-03.5 | 5 |
| 00561-03 | 00561-03.5 | 5 |
| 00561-03 | 00561-03.5 | 5 |
| 10185-04 | 10185-04.5 | 5 |
| 10185-04 | 10185-04.5 | 5 |
| 10185-04 | 10185-04.5 | 5 |
| 12429-05 | 12429-05.4 | 4 |
| 12429-05 | 12429-05.4 | 4 |
| 12429-05 | 12429-05.4 | 4 |
| 12717-03 | 12717-03.4 | 4 |
| 12717-03 | 12717-03.4 | 4 |
| 12717-03 | 12717-03.4 | 4 |
| 15469-03 | 15469-03.4 | 4 |
| 15469-03 | 15469-03.4 | 4 |
| 15469-03 | 15469-03.4 | 4 |
| 15628-03 | 15628-03.4 | 4 |
| 15628-03 | 15628-03.4 | 4 |
| 15628-03 | 15628-03.4 | 4 |
| 15561-03 | 15561-03.5 | 5 |
| 15561-03 | 15561-03.5 | 5 |
| 15561-03 | 15561-03.5 | 5 |
| 10799-03 | 10799-03.5 | 5 |
| 10799-03 | 10799-03.5 | 5 |
| 10799-03 | 10799-03.5 | 5 |
| 12862-03 | 12862-03.2 | 2 |
| 12862-03 | 12862-03.2 | 2 |
| 12862-03 | 12862-03.2 | 2 |
| 15851-03 | 15851-03.5 | 5 |
| 16310-03 | 16310-03.3 | 3 |
| 10798-03 | 10798-03.3 | 3 |
| 10798-03 | 10798-03.3 | 3 |
| 10798-03 | 10798-03.3 | 3 |
| 00076-03 | 00076-03.3 | 3 |
| 00076-03 | 00076-03.3 | 3 |
| 00076-03 | 00076-03.3 | 3 |
| 11720-04 | 11720-04.5 | 5 |
| 11720-04 | 11720-04.5 | 5 |
| 11720-04 | 11720-04.5 | 5 |
| 14172-05 | 14172-05.5 | 5 |
| 14172-05 | 14172-05.5 | 5 |
| 14172-05 | 14172-05.5 | 5 |
| 10187-05 | 10187-05.6 | 6 |
| 10187-05 | 10187-05.6 | 6 |
| 10187-05 | 10187-05.6 | 6 |
| 11973-03 | 11973-03.5 | 5 |
| 11973-03 | 11973-03.5 | 5 |
| 11973-03 | 11973-03.5 | 5 |
| 14986-03 | 14986-03.5 | 5 |
| 11551-05 | 11551-05.3 | 3 |
| 11551-05 | 11551-05.3 | 3 |
| 11551-05 | 11551-05.3 | 3 |
| 15824-03 | 15824-03.5 | 5 |
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| 11017-03 | 11017-03.5 | 5 |
| 11017-03 | 11017-03.5 | 5 |
| 10100-04 | 10100-04.5 | 5 |
| 10100-04 | 10100-04.5 | 5 |
| 10100-04 | 10100-04.5 | 5 |
| 00492-03 | 00492-03.3 | 3 |
| 00492-03 | 00492-03.3 | 3 |
| 00492-03 | 00492-03.3 | 3 |
| 13347-03 | 13347-03.5 | 5 |
| 13347-03 | 13347-03.5 | 5 |
| 13347-03 | 13347-03.5 | 5 |
| 15630-03 | 15630-03.6 | 6 |
| 15630-03 | 15630-03.6 | 6 |
| 15630-03 | 15630-03.6 | 6 |
| 10205-03 | 10205-03.5 | 5 |
| 10205-03 | 10205-03.5 | 5 |
| 10205-03 | 10205-03.5 | 5 |
| 00136-03 | 00136-03.3 | 3 |
| 00136-03 | 00136-03.3 | 3 |
| 00136-03 | 00136-03.3 | 3 |
| 15846-03 | 15846-03.4 | 4 |
| 10171-03 | 10171-03.5 | 5 |
| 10171-03 | 10171-03.5 | 5 |
| 10171-03 | 10171-03.5 | 5 |
| 10096-07 | 10096-07.4 | 4 |
| 10096-07 | 10096-07.4 | 4 |
| 10096-07 | 10096-07.4 | 4 |
| 10981-03 | 10981-03.3 | 3 |
| 10981-03 | 10981-03.3 | 3 |
| 10981-03 | 10981-03.3 | 3 |
| 00504-03 | 00504-03.3 | 3 |
| 00504-03 | 00504-03.3 | 3 |
| 00504-03 | 00504-03.3 | 3 |
| 14258-03 | 14258-03.4 | 4 |
| 14258-03 | 14258-03.4 | 4 |
| 14258-03 | 14258-03.4 | 4 |
| 15802-03 | 15802-03.3 | 3 |
| 00503-04 | 00503-04.6 | 6 |
| 00503-04 | 00503-04.6 | 6 |
| 00503-04 | 00503-04.6 | 6 |
| 11083-04 | 11083-04.5 | 5 |
| 11083-04 | 11083-04.5 | 5 |
| 11083-04 | 11083-04.5 | 5 |
| 10158-04 | 10158-04.5 | 5 |
| 10158-04 | 10158-04.5 | 5 |
| 10158-04 | 10158-04.5 | 5 |
| 12857-03 | 12857-03.2 | 2 |
| 12857-03 | 12857-03.2 | 2 |
| 12857-03 | 12857-03.2 | 2 |
| 00179-04 | 00179-04.6 | 6 |
| 12911-03 | 12911-03.6 | 6 |
| 12911-03 | 12911-03.6 | 6 |
| 12911-03 | 12911-03.6 | 6 |
| 00139-03 | 00139-03.6 | 6 |
| 00139-03 | 00139-03.6 | 6 |
| 00139-03 | 00139-03.6 | 6 |
| 11788-03 | 11788-03.3 | 3 |
| 11788-03 | 11788-03.3 | 3 |
| 11788-03 | 11788-03.3 | 3 |
| 11967-03 | 11967-03.3 | 3 |
| 11967-03 | 11967-03.3 | 3 |
| 11967-03 | 11967-03.3 | 3 |
| 12002-04 | 12002-04.5 | 5 |
| 12002-04 | 12002-04.5 | 5 |
| 12002-04 | 12002-04.5 | 5 |
| 15010-03 | 15010-03.5 | 5 |
| 15010-03 | 15010-03.5 | 5 |
| 15010-03 | 15010-03.5 | 5 |
| 15626-03 | 15626-03.6 | 6 |
| 15626-03 | 15626-03.6 | 6 |
| 15626-03 | 15626-03.6 | 6 |
| 00327-03 | 00327-03.5 | 5 |
| 00327-03 | 00327-03.5 | 5 |
| 00327-03 | 00327-03.5 | 5 |
| 00589-03 | 00589-03.3 | 3 |
| 00589-03 | 00589-03.3 | 3 |
| 00589-03 | 00589-03.3 | 3 |
| 10010-05 | 10010-05.5 | 5 |
| 10010-05 | 10010-05.5 | 5 |
| 10010-05 | 10010-05.5 | 5 |
| 15747-02 | 15747-02.3 | 3 |
| 15747-02 | 15747-02.3 | 3 |
| 15747-02 | 15747-02.3 | 3 |
| 10141-04 | 10141-04.4 | 4 |
| 10141-04 | 10141-04.4 | 4 |
| 10141-04 | 10141-04.4 | 4 |
| 15978-03 | 15978-03.2* | 2 |
| 00265-03 | 00265-03.4 | 4 |
| 00265-03 | 00265-03.4 | 4 |
| 00265-03 | 00265-03.4 | 4 |
| 10165-05 | 10165-05.4 | 4 |
| 10165-05 | 10165-05.4 | 4 |
| 10165-05 | 10165-05.4 | 4 |
| 15507-03 | 15507-03.4 | 4 |
| 00427-03 | 00427-03.3 | 3 |
| 00427-03 | 00427-03.3 | 3 |
| 00427-03 | 00427-03.3 | 3 |
| 10942-03 | 10942-03.3 | 3 |
| 10942-03 | 10942-03.3 | 3 |
| 10942-03 | 10942-03.3 | 3 |
| 10942-05 | 10942-05.6 | 6 |
| 10942-05 | 10942-05.6 | 6 |
| 10942-05 | 10942-05.6 | 6 |
| 14219-03 | 14219-03.6 | 6 |
| 14219-03 | 14219-03.6 | 6 |
| 14219-03 | 14219-03.6 | 6 |
| 00188-03 | 00188-03.2 | 2 |
| 00188-03 | 00188-03.2 | 2 |
| 00188-03 | 00188-03.2 | 2 |
| 10840-03 | 10840-03.5 | 5 |
| 10840-03 | 10840-03.5 | 5 |
| 10840-03 | 10840-03.5 | 5 |
| 00410-03 | 00410-03.4 | 4 |
| 00410-03 | 00410-03.4 | 4 |
| 00410-03 | 00410-03.4 | 4 |
| 11578-03 | 11578-03.4 | 4 |
| 11578-03 | 11578-03.4 | 4 |
| 11578-03 | 11578-03.4 | 4 |
| 16282-03 | 16282-03.6 | 6 |
| 00639-03 | 00639-03.4 | 4 |
| 00639-03 | 00639-03.4 | 4 |
| 00639-03 | 00639-03.4 | 4 |
| 11617-03 | 11617-03.3 | 3 |
| 11617-03 | 11617-03.3 | 3 |
| 11617-03 | 11617-03.3 | 3 |
| 10996-04 | 10996-04.5 | 5 |
| 10996-04 | 10996-04.5 | 5 |
| 10996-04 | 10996-04.5 | 5 |
| 12257-03 | 12257-03.5 | 5 |
| 12257-03 | 12257-03.5 | 5 |
| 12257-03 | 12257-03.5 | 5 |
| 15473-03 | 15473-03.5 | 5 |
| 15473-03 | 15473-03.5 | 5 |
| 15473-03 | 15473-03.5 | 5 |
| 11656-03 | 11656-03.5 | 5 |
| 11656-03 | 11656-03.5 | 5 |
| 11656-03 | 11656-03.5 | 5 |
| 11652-03 | 11652-03.5 | 5 |
| 11652-03 | 11652-03.5 | 5 |
| 11652-03 | 11652-03.5 | 5 |
| 11707-03 | 11707-03.5 | 5 |
| 11707-03 | 11707-03.5 | 5 |
| 00505-03 | 00505-03.4 | 4 |
| 00505-03 | 00505-03.4 | 4 |
| 00505-03 | 00505-03.4 | 4 |
| 11530-04 | 11530-04.5 | 5 |
| 11530-04 | 11530-04.5 | 5 |
| 11530-04 | 11530-04.5 | 5 |
| 11687-03 | 11687-03.3 | 3 |
| 11687-03 | 11687-03.3 | 3 |
| 11687-03 | 11687-03.3 | 3 |
| 15996-03 | 15996-03.6 | 6 |
| 16204-03 | 16204-03.5 | 5 |
| 11706-04 | 11706-04.5 | 5 |
| 11706-04 | 11706-04.5 | 5 |
| 11706-04 | 11706-04.5 | 5 |
| 11635-03 | 11635-03.5 | 5 |
| 11635-03 | 11635-03.5 | 5 |
| 11635-03 | 11635-03.5 | 5 |
| 10015-03 | 10015-03.5 | 5 |
| 10015-03 | 10015-03.5 | 5 |
| 10015-03 | 10015-03.5 | 5 |
| 10861-03 | 10861-03.5 | 5 |
| 10861-03 | 10861-03.5 | 5 |
| 10861-03 | 10861-03.5 | 5 |
| 11525-05 | 11525-05.4 | 4 |
| 11525-05 | 11525-05.4 | 4 |
| 11525-05 | 11525-05.4 | 4 |
| 00204-03 | 00204-03.5 | 5 |
| 00204-03 | 00204-03.5 | 5 |
| 00204-03 | 00204-03.5 | 5 |
| 11050-03 | 11050-03.5 | 5 |
| 11050-03 | 11050-03.5 | 5 |
| 11050-03 | 11050-03.5 | 5 |
| 12001-03 | 12001-03.5 | 5 |
| 12001-03 | 12001-03.5 | 5 |
| 12001-03 | 12001-03.5 | 5 |
| 10878-03 | 10878-03.3 | 3 |
| 10878-03 | 10878-03.3 | 3 |
| 10878-03 | 10878-03.3 | 3 |
| 00184-03 | 00184-03.4 | 4 |
| 00184-03 | 00184-03.4 | 4 |
| 00184-03 | 00184-03.4 | 4 |
| 15908-03 | 15908-03.5 | 5 |
| 10029-04 | 10029-04.5 | 5 |
| 10029-04 | 10029-04.5 | 5 |
| 10029-04 | 10029-04.5 | 5 |
| 10139-06 | 10139-06.6 | 6 |
| 10139-06 | 10139-06.6 | 6 |
| 10139-06 | 10139-06.6 | 6 |
| 11097-03 | 11097-03.3 | 3 |
| 11097-03 | 11097-03.3 | 3 |
| 11097-03 | 11097-03.3 | 3 |
| 00124-03 | 00124-03.5 | 5 |
| 00124-03 | 00124-03.5 | 5 |
| 00124-03 | 00124-03.5 | 5 |
| 10019-04 | 10019-04.4 | 4 |
| 10019-04 | 10019-04.4 | 4 |
| 10019-04 | 10019-04.4 | 4 |
| 10019-04 | 10019-04.4 | 4 |
| 10019-04 | 10019-04.4 | 4 |
| 10019-04 | 10019-04.4 | 4 |
| 12007-03 | 12007-03.3 | 3 |
| 12007-03 | 12007-03.3 | 3 |
| 12007-03 | 12007-03.3 | 3 |
| 00249-03 | 00249-03.3 | 3 |
| 00249-03 | 00249-03.3 | 3 |
| 00249-03 | 00249-03.3 | 3 |
| 14174-03 | 14174-03.5 | 5 |
| 14174-03 | 14174-03.5 | 5 |
| 14216-03 | 14216-03.5 | 5 |
| 14216-03 | 14216-03.5 | 5 |
| 14216-03 | 14216-03.5 | 5 |
| 15939-03 | 15939-03.5 | 5 |
| 11426-04 | 11426-04.4 | 4 |
| 11426-04 | 11426-04.4 | 4 |
| 11426-04 | 11426-04.4 | 4 |
| 00039-04 | 00039-04.2 | 2 |
| 00039-04 | 00039-04.2 | 2 |
| 00039-04 | 00039-04.2 | 2 |
| 15792-03 | 15792-03.5 | 5 |
| 10845-03 | 10845-03.5 | 5 |
| 10845-03 | 10845-03.5 | 5 |
| 10845-03 | 10845-03.5 | 5 |
| 10897-03 | 10897-03.4 | 4 |
| 10897-03 | 10897-03.4 | 4 |
| 10897-03 | 10897-03.4 | 4 |
| 10897-05 | 10897-05.5 | 5 |
| 10897-05 | 10897-05.5 | 5 |
| 10897-05 | 10897-05.5 | 5 |
| 11689-03 | 11689-03.5 | 5 |
| 11689-03 | 11689-03.5 | 5 |
| 11689-03 | 11689-03.5 | 5 |
| 11689-04 | 11689-04.5 | 5 |
| 11689-04 | 11689-04.5 | 5 |
| 11689-04 | 11689-04.5 | 5 |
| 15664-03 | 15664-03.6 | 6 |
| 11937-03 | 11937-03.3 | 3 |
| 11937-03 | 11937-03.3 | 3 |
| 11937-03 | 11937-03.3 | 3 |
| 00132-03 | 00132-03.5 | 5 |
| 00132-03 | 00132-03.5 | 5 |
| 00132-03 | 00132-03.5 | 5 |
| 13220-03 | 13220-03.6 | 6 |
| 13220-03 | 13220-03.6 | 6 |
| 13220-03 | 13220-03.6 | 6 |
| 15544-03 | 15544-03.5 | 5 |
| 15544-03 | 15544-03.5 | 5 |
| 15544-03 | 15544-03.5 | 5 |
| 00561-05 | 00561-05.5 | 5 |
| 11938-03 | 11938-03.3 | 3 |
| 11938-03 | 11938-03.3 | 3 |
| 11938-03 | 11938-03.3 | 3 |
| 11639-03 | 11639-03.5 | 5 |
| 11639-03 | 11639-03.5 | 5 |
| 11639-03 | 11639-03.5 | 5 |
| 10075-05 | 10075-05.3 | 3 |
| 10075-05 | 10075-05.3 | 3 |
| 10075-05 | 10075-05.3 | 3 |
| 10875-04 | 10875-04.3 | 3 |
| 10875-04 | 10875-04.3 | 3 |
| 10875-04 | 10875-04.3 | 3 |
| 15558-03 | 15558-03.3 | 3 |
| 15558-03 | 15558-03.3 | 3 |
| 15558-03 | 15558-03.3 | 3 |
| 15996-03 | 15996-03.7 | 7 |
| 15851-03 | 15851-03.6 | 6 |
| 10226-03 | 10226-03.6 | 6 |
| 10226-03 | 10226-03.6 | 6 |
| 10226-03 | 10226-03.6 | 6 |
| 10226-03 | 10226-03.6 | 6 |
| 16531-03 | 16531-03.1 | 1 |
| 12717-03 | 12717-03.5 | 5 |
| 12717-03 | 12717-03.5 | 5 |
| 12717-03 | 12717-03.5 | 5 |
| 15802-03 | 15802-03.4 | 4 |
| 15628-03 | 15628-03.5 | 5 |
| 15628-03 | 15628-03.5 | 5 |
| 15628-03 | 15628-03.5 | 5 |
| 00583-03 | 00583-03.4 | 4 |
| 00583-03 | 00583-03.4 | 4 |
| 00583-03 | 00583-03.4 | 4 |
| 00179-04 | 00179-04.7 | 7 |
| 12911-03 | 12911-03.7 | 7 |
| 12911-03 | 12911-03.7 | 7 |
| 12911-03 | 12911-03.7 | 7 |
| 15010-03 | 15010-03.6 | 6 |
| 15010-03 | 15010-03.6 | 6 |
| 15010-03 | 15010-03.6 | 6 |
| 00507-03 | 00507-03.5 | 5 |
| 00507-03 | 00507-03.5 | 5 |
| 00507-03 | 00507-03.5 | 5 |
| 15824-03 | 15824-03.6 | 6 |
| 15978-03 | 15978-03.3 | 3 |
| 13078-03 | 13078-03.3 | 3 |
| 13078-03 | 13078-03.3 | 3 |
| 13078-03 | 13078-03.3 | 3 |
| 15908-03 | 15908-03.6 | 6 |
| 00492-03 | 00492-03.4 | 4 |
| 00492-03 | 00492-03.4 | 4 |
| 00492-03 | 00492-03.4 | 4 |
| 13347-03 | 13347-03.6 | 6 |
| 13347-03 | 13347-03.6 | 6 |
| 13347-03 | 13347-03.6 | 6 |
| 16204-03 | 16204-03.6 | 6 |
| 00504-03 | 00504-03.4 | 4 |
| 00504-03 | 00504-03.4 | 4 |
| 00504-03 | 00504-03.4 | 4 |
| 14258-03 | 14258-03.5 | 5 |
| 14258-03 | 14258-03.5 | 5 |
| 14258-03 | 14258-03.5 | 5 |
| 15469-03 | 15469-03.5 | 5 |
| 15469-03 | 15469-03.5 | 5 |
| 15469-03 | 15469-03.5 | 5 |
| 00323-03 | 00323-03.7 | 7 |
| 00323-03 | 00323-03.7 | 7 |
| 00323-03 | 00323-03.7 | 7 |
| 13894-03 | 13894-03.6 | 6 |
| 13894-03 | 13894-03.6 | 6 |
| 13894-03 | 13894-03.6 | 6 |
| 16523-03 | 16523-03.3 | 3 |
| 12862-03 | 12862-03.3 | 3 |
| 12862-03 | 12862-03.3 | 3 |
| 12862-03 | 12862-03.3 | 3 |
| 15473-03 | 15473-03.6 | 6 |
| 15473-03 | 15473-03.6 | 6 |
| 15473-03 | 15473-03.6 | 6 |
| 00512-03 | 00512-03.6 | 6 |
| 00512-03 | 00512-03.6 | 6 |
| 00512-03 | 00512-03.6 | 6 |
| 15544-03 | 15544-03.6 | 6 |
| 15544-03 | 15544-03.6 | 6 |
| 15544-03 | 15544-03.6 | 6 |
| 16182-03 | 16182-03.7 | 7 |
| 12488-03 | 12488-03.3 | 3 |
| 12488-03 | 12488-03.3 | 3 |
| 12488-03 | 12488-03.3 | 3 |
| 00497-03 | 00497-03.2 | 2 |
| 00497-03 | 00497-03.2 | 2 |
| 00497-03 | 00497-03.2 | 2 |
| 15507-03 | 15507-03.5 | 5 |
| 10942-05 | 10942-05.7 | 7 |
| 10942-05 | 10942-05.7 | 7 |
| 10942-05 | 10942-05.7 | 7 |
| 00561-03 | 00561-03.6 | 6 |
| 00561-03 | 00561-03.6 | 6 |
| 00561-03 | 00561-03.6 | 6 |
| 12401-04 | 12401-04.5 | 5 |
| 12401-04 | 12401-04.5 | 5 |
| 12401-04 | 12401-04.5 | 5 |
| 12001-03 | 12001-03.6 | 6 |
| 12001-03 | 12001-03.6 | 6 |
| 12001-03 | 12001-03.6 | 6 |
| 11720-04 | 11720-04.6 | 6 |
| 11720-04 | 11720-04.6 | 6 |
| 11720-04 | 11720-04.6 | 6 |
| 14172-05 | 14172-05.6 | 6 |
| 14172-05 | 14172-05.6 | 6 |
| 14172-05 | 14172-05.6 | 6 |
| 13220-03 | 13220-03.7 | 7 |
| 13220-03 | 13220-03.7 | 7 |
| 13220-03 | 13220-03.7 | 7 |
| 14216-03 | 14216-03.6 | 6 |
| 14216-03 | 14216-03.6 | 6 |
| 14216-03 | 14216-03.6 | 6 |
| 15747-02 | 15747-02.4 | 4 |
| 15630-03 | 15630-03.7 | 7 |
| 10096-07 | 10096-07.5 | 5 |
| 10096-07 | 10096-07.5 | 5 |
| 10096-07 | 10096-07.5 | 5 |
| 00561-05 | 00561-05.6 | 6 |
| 14219-03 | 14219-03.7 | 7 |
| 14219-03 | 14219-03.7 | 7 |
| 14219-03 | 14219-03.7 | 7 |
| 16121-03 | 16121-03.3 | 3 |
| 00503-04 | 00503-04.7 | 7 |
| 00503-04 | 00503-04.7 | 7 |
| 00503-04 | 00503-04.7 | 7 |
| 00639-03 | 00639-03.5 | 5 |
| 00639-03 | 00639-03.5 | 5 |
| 00639-03 | 00639-03.5 | 5 |
| 16310-03 | 16310-03.4 | 4 |
| 16201-03 | 16201-03.2 | 2 |
| 14986-03 | 14986-03.6 | 6 |
| 16218-03 | 16218-03.5 | 5 |
| 12257-03 | 12257-03.6 | 6 |
| 12257-03 | 12257-03.6 | 6 |
| 12257-03 | 12257-03.6 | 6 |
| 15980-03 | 15980-03.6 | 6 |
| 14174-03 | 14174-03.6 | 6 |
| 14174-03 | 14174-03.6 | 6 |
| 14174-03 | 14174-03.6 | 6 |
| 15939-03 | 15939-03.6 | 6 |
| 15934-03 | 15934-03.2 | 2 |
| 15019-03 | 15019-03.5 | 5 |
| 15019-03 | 15019-03.5 | 5 |
| 15019-03 | 15019-03.5 | 5 |
| 00672-03 | 00672-03.4 | 4 |
| 00672-03 | 00672-03.4 | 4 |
| 00672-03 | 00672-03.4 | 4 |
| 11551-05 | 11551-05.4 | 4 |
| 11551-05 | 11551-05.4 | 4 |
| 11551-05 | 11551-05.4 | 4 |
| 12857-03 | 12857-03.3 | 3 |
| 12857-03 | 12857-03.3 | 3 |
| 12857-03 | 12857-03.3 | 3 |
Nice! Now our SeshNum variable is represented
categorically, with individuals ranging from 1-7 total sessions
attended.
Creating a Total Attendance Variable
Let’s create a variable that reflects the total number of sessions each participant attended.
dataClean <- dataClean %>%
group_by(ID) %>%
mutate(TotalAttendance = max(as.integer(SessionNumber)),
TotalAttendance = factor(TotalAttendance, levels = c("1","2","3","4","5","6","7")))
dataTotalAttendance <- dataClean %>%
distinct(ID, TotalAttendance)
kable(dataTotalAttendance,
title = "Creating Total Attendance Variable",
col.names = c("ID",
"Total Sessions Attended")) %>%
kable_paper(full_width = TRUE) %>%
column_spec(1:2, color = "black", background = "darkseagreen") %>%
scroll_box(width = "600px", height = "350px")| ID | Total Sessions Attended |
|---|---|
| 00323-03 | 7 |
| 11530-04 | 5 |
| 10942-05 | 7 |
| 11675-03 | 5 |
| 00124-03 | 5 |
| 00132-03 | 5 |
| 12911-03 | 7 |
| 00503-04 | 7 |
| 00139-03 | 6 |
| 00512-03 | 6 |
| 10187-05 | 6 |
| 14986-03 | 6 |
| 11050-03 | 5 |
| 10846-03 | 2 |
| 10745-03 | 4 |
| 15986-04 | 4 |
| 16182-03 | 7 |
| 15824-03 | 6 |
| 15851-03 | 6 |
| 00561-03 | 6 |
| 10869-03 | 4 |
| 00184-03 | 4 |
| 15939-03 | 6 |
| 11635-03 | 5 |
| 15792-03 | 5 |
| 00013-03 | 4 |
| 00204-03 | 5 |
| 11656-03 | 5 |
| 16201-03 | 2 |
| 14174-03 | 6 |
| 11017-03 | 5 |
| 14503-03 | 1 |
| 00672-03 | 4 |
| 00410-03 | 4 |
| 11689-03 | 5 |
| 11083-04 | 5 |
| 10996-04 | 5 |
| 13220-03 | 7 |
| 00265-03 | 4 |
| 10875-04 | 3 |
| 13347-03 | 6 |
| 15996-03 | 7 |
| 10226-03 | 6 |
| 11707-03 | 5 |
| 14172-05 | 6 |
| 12429-05 | 4 |
| 10845-03 | 5 |
| 10736-03 | 3 |
| 15980-03 | 6 |
| 11720-04 | 6 |
| 00561-05 | 6 |
| 10096-07 | 5 |
| 12001-03 | 6 |
| 15846-03 | 4 |
| 12717-03 | 5 |
| 12257-03 | 6 |
| 11652-03 | 5 |
| 16218-03 | 5 |
| 00505-03 | 4 |
| 10792-03 | 2 |
| 10141-04 | 4 |
| 11966-03 | 3 |
| 00583-03 | 4 |
| 10205-03 | 5 |
| 00427-03 | 3 |
| 16204-03 | 6 |
| 11706-04 | 5 |
| 14258-03 | 5 |
| 00327-03 | 5 |
| 11973-03 | 5 |
| 11551-05 | 4 |
| 16311-03 | 2 |
| 00179-04 | 7 |
| 15812-03 | 3 |
| 12002-04 | 5 |
| 00468-03 | 3 |
| 15831-03 | 3 |
| 11525-05 | 4 |
| 15561-03 | 5 |
| 10799-03 | 5 |
| 15626-03 | 6 |
| 15832-03 | 3 |
| 10185-04 | 5 |
| 10897-03 | 4 |
| 11689-04 | 5 |
| 14216-03 | 6 |
| 10165-05 | 4 |
| 15908-03 | 6 |
| 10139-06 | 6 |
| 10897-05 | 5 |
| 11937-03 | 3 |
| 00162-04 | 3 |
| 15010-03 | 6 |
| 11097-03 | 3 |
| 16282-03 | 6 |
| 00589-03 | 3 |
| 10981-03 | 3 |
| 10798-03 | 3 |
| 00497-03 | 2 |
| 00492-03 | 4 |
| 00003-03 | 3 |
| 00021-03 | 2 |
| 13309-03 | 1 |
| 11788-03 | 3 |
| 00493-03 | 1 |
| 00493-04 | 1 |
| 15507-03 | 5 |
| 00136-03 | 3 |
| 10152-04 | 5 |
| 10891-03 | 2 |
| 11426-04 | 4 |
| 15630-03 | 7 |
| 11063-06 | 3 |
| 10579-05 | 4 |
| 10824-03 | 2 |
| 10158-04 | 5 |
| 11639-03 | 5 |
| 00507-03 | 5 |
| 11551-03 | 2 |
| 11657-03 | 5 |
| 10171-03 | 5 |
| 10029-04 | 5 |
| 10873-03 | 1 |
| 10189-04 | 5 |
| 16458-03 | 2 |
| 11578-03 | 4 |
| 11994-03 | 2 |
| 10019-04 | 4 |
| 00076-03 | 3 |
| 11687-03 | 3 |
| 12401-04 | 5 |
| 15469-03 | 5 |
| 00266-03 | 3 |
| 00606-03 | 2 |
| 10010-05 | 5 |
| 00540-03 | 2 |
| 10322-04 | 3 |
| 00249-03 | 3 |
| 11938-03 | 3 |
| 16121-03 | 3 |
| 15664-03 | 6 |
| 00264-03 | 2 |
| 16523-03 | 3 |
| 00532-04 | 3 |
| 12007-03 | 3 |
| 00162-03 | 3 |
| 10878-03 | 3 |
| 14219-03 | 7 |
| 15558-03 | 3 |
| 00032-04 | 1 |
| 12488-03 | 3 |
| 15934-03 | 2 |
| 00039-04 | 2 |
| 12410-04 | 2 |
| 12857-03 | 3 |
| 10118-05 | 4 |
| 13078-03 | 3 |
| 10942-03 | 3 |
| 00212-05 | 2 |
| 00188-03 | 2 |
| 10840-03 | 5 |
| 15802-03 | 4 |
| 11617-03 | 3 |
| 11712-03 | 4 |
| 15473-03 | 6 |
| 15978-03 | 3 |
| 00504-03 | 4 |
| 10015-03 | 5 |
| 10861-03 | 5 |
| 15628-03 | 5 |
| 00639-03 | 5 |
| 15544-03 | 6 |
| 11987-03 | 2 |
| 10084-05 | 2 |
| 16310-03 | 4 |
| 10842-03 | 2 |
| 12862-03 | 3 |
| 10100-04 | 5 |
| 11675-05 | 5 |
| 15019-03 | 5 |
| 11967-03 | 3 |
| 15747-02 | 4 |
| 10075-05 | 3 |
| 16531-03 | 1 |
| 13894-03 | 6 |
Awesome! Now we can see each participant’s total attendance.
This will be great for further analyses.
Basic Visualizations
Now that we have cleaned up our raw dataset, let’s take a peek at some of the general characteristics of our sample.
Infant Sex and Diagnostic Outcome
The above barplot displays the distribution of sex across each diagnostic outcome group within the sample. It seems like we see a more even split in our typically-developing group, while more male infants are later included in ASD and EL-ASD groups.
Data Viability Over Time
Getting an idea of patterns to data usability as sessions progress. It seems like we see more sleepy babies in first 2-3 months :,).
Session Attendance and Diagnostic Outcome
Looking at session attendance by diagnostic category.
Patterns in Caregivers’ Behavior
Let’s see how caregivers’ behavior in interactions changes as infants get older.
Peekaboo
Whole Sample
dataClean %>%
filter(!is.na(Age),
!is.na(Peekaboo)) %>%
ggplot(aes(x = Age)) +
geom_bar(aes(fill = Peekaboo),
position = "fill",
color = "black") +
labs(title = "Caregivers' Peekaboo Behaviors across Sessions",
x = "Infant Age",
y = "Frequency",
fill = "Peekaboo?") +
scale_fill_discrete(labels = c("No", "Yes")) +
scale_x_binned(n.breaks = 15) +
theme_minimal()
Across diagnostic groups, caregivers’ peekaboo behavior seems to increase over time.
Diagnostic Group Comparison
dataClean %>%
filter(!is.na(Peekaboo)) %>%
ggplot(aes(x = Age)) +
geom_bar(aes(fill = Peekaboo),
position = "fill",
color = "black") +
facet_wrap(~DxStr,
ncol = 1) +
labs(title = "Caregivers' Peekaboo Behaviors across Sessions and Diagnostic Groups",
x = "Age",
y = "Frequency",
fill = "Peekaboo?") +
scale_fill_discrete(labels = c("No", "Yes")) +
scale_x_binned(n.breaks = 15) +
theme_minimal()
Peekaboo behaviors across diagnostic groups, over the first 7 months.
GAM Visualizations
dataClean %>%
filter(!is.na(Peekaboo)) %>%
mutate(Peekaboo = as.numeric(Peekaboo)-1) %>%
ggplot(aes(x = Age,
y = Peekaboo)) +
geom_smooth(aes(group = DxStr,
color = DxStr),
method = 'gam',
method.args = list(family = 'binomial'),
se = FALSE) +
theme_minimal() +
labs(x = "Age",
y = "Probability that Caregiver Plays Peekaboo",
title = "Infant Age as a Predictor of Caregiver Peekaboo") +
scale_color_hue(labels = c("ASD", "EL-ASD", "TDX"))
Greeting
Whole Sample
dataClean %>%
filter(!is.na(Greeting)) %>%
ggplot(aes(x = Age)) +
geom_bar(aes(fill = Greeting),
position = "fill",
color = "black") +
labs(title = "Caregivers' Greeting Behaviors across Sessions",
x = "Age",
y = "Frequency",
fill = "Greeting?") +
scale_fill_discrete(labels = c("No", "Yes")) +
scale_x_binned(n.breaks =15) +
theme_minimal()
Across diagnostic groups, caregivers’ greeting behavior seems to increase over time. wow
Diagnostic Group Comparison
dataClean %>%
filter(!is.na(Greeting)) %>%
ggplot(aes(x = Age)) +
geom_bar(aes(fill = Greeting),
position = "fill",
color = "black") +
facet_wrap(~DxStr,
ncol = 1) +
labs(title = "Caregivers' Greeting Behaviors across Sessions and Diagnostic Groups",
x = "Age",
y = "Frequency",
fill = "Greeting?") +
scale_fill_discrete(labels = c("No", "Yes")) +
scale_x_binned(n.breaks = 15) +
theme_minimal()
Greeting behaviors across diagnostic groups, displayed over the first 7 months. Any thoughts about the dip at 4 months for our ASD kids? Developmental significance?
GAM Visualizations
dataClean %>%
filter(!is.na(Greeting)) %>%
mutate(Greeting = as.numeric(Greeting)-1) %>%
ggplot(aes(x = Age,
y = Greeting)) +
geom_smooth(aes(group = DxStr,
color = DxStr),
method = 'gam',
method.args = list(family = 'binomial'),
se = FALSE) +
theme_minimal() +
labs(x = "Age",
y = "Probability that Caregiver Greets Infant",
title = "Infant Age as a Predictor of Caregiver Greeting") +
scale_color_hue(labels = c("ASD", "EL-ASD", "TDX"))
Singing
Whole Sample
dataClean %>%
filter(!is.na(Sing)) %>%
ggplot(aes(x = Age)) +
geom_bar(aes(fill = Sing),
position = "fill",
color = "black") +
labs(title = "Caregivers' Singing Behaviors across Sessions",
x = "Age",
y = "Frequency",
fill = "Singing?") +
scale_fill_discrete(labels = c("No", "Yes")) +
scale_x_binned(n.breaks = 15) +
theme_minimal()
Across diagnostic groups, caregivers’ singing behavior seems to slightly increase.
Diagnostic Group Comparison
dataClean %>%
filter(!is.na(Sing)) %>%
ggplot(aes(x = Age)) +
geom_bar(aes(fill = Sing),
position = "fill",
color = "black") +
facet_wrap(~DxStr,
ncol = 1) +
labs(title = "Caregivers' Singing Behaviors across Sessions and Diagnostic Groups",
x = "Age",
y = "Frequency",
fill = "Singing?") +
scale_fill_discrete(labels = c("No", "Yes")) +
scale_x_binned(n.breaks = 15) +
theme_minimal()
Singing behaviors across diagnostic groups, over the first 7 months of life.
GAM Visualizations
dataClean %>%
filter(!is.na(Sing)) %>%
mutate(Sing = as.numeric(Sing)-1) %>%
ggplot(aes(x = Age,
y = Sing)) +
geom_smooth(aes(group = DxStr,
color = DxStr),
method = 'gam',
method.args = list(family = 'binomial'),
se = FALSE) +
theme_minimal() +
labs(x = "Age",
y = "Probability that Caregiver Sings",
title = "Infant Age as a Predictor of Caregiver Singing") +
scale_color_hue(labels = c("ASD", "EL-ASD", "TDX"))
Context of Caregivers’ Income
Diagnostic Status by Income Group
dataClean %>%
filter(!is.na(CateIncome)) %>%
ggplot(aes(x = DxStr)) +
geom_bar(aes(fill = CateIncome),
color = "black",
position = "fill") +
labs(title = "Diagnoses across Categorical Income Groups",
x = "Diagnostic Group",
y = "Frequency",
fill = "Categorical Income Group") +
theme(text = element_text(size = 12)) +
theme_minimal()
Getting an idea of general income categories of the different diagnostic groups we serve, 5 being the highest income. Seeing expected pattern of more wealth/education in TD group who voluntarily sought out research opportunities.
Session Attendance by Income Group
dataClean %>%
left_join(dataTotalAttendance) %>%
filter(!is.na(CateIncome)) %>%
ggplot(aes(x = CateIncome)) +
geom_bar(aes(fill = TotalAttendance),
position = "fill",
color = "black") +
labs(title = "Total Number of Sessions Attended by Income Category",
x = "Income Category",
y = "Frequency",
fill = "Total Sessions Attended") +
theme(text = element_text(size = 17)) +
theme_minimal()
Looking at total number of sessions attended by income category, seeing highest median attendance in wealthiest income group.
Behaviors by Income Group
Singing behavior by Income Group.
dataClean %>%
filter(!is.na(Sing)) %>%
mutate(Sing = as.numeric(Sing)-1) %>%
ggplot(aes(x = ContIncome,
y = Sing)) +
geom_smooth(method = 'gam', method.args = list(family = 'binomial')) +
theme_minimal() +
labs(x = "Income",
y = "Probability that Caregiver Sings",
title = "Income as a Predictor of Caregiver Singing")
Peekaboo behavior by Income Group.
dataClean %>%
filter(!is.na(Peekaboo)) %>%
mutate(Peekaboo = as.numeric(Peekaboo)-1) %>%
ggplot(aes(x = ContIncome,
y = Peekaboo)) +
geom_smooth(method = 'gam', method.args = list(family = 'binomial')) +
theme_minimal() +
labs(x = "Income",
y = "Probability that Caregiver Plays Peekaboo",
title = "Income as a Predictor of Caregiver Peekaboo")
Greeting behavior by income group.
dataClean %>%
filter(!is.na(Greeting)) %>%
mutate(Greeting = as.numeric(Greeting)-1) %>%
ggplot(aes(x = ContIncome,
y = Greeting)) +
geom_smooth(method = 'gam', method.args = list(family = 'binomial')) +
theme_minimal() +
labs(x = "Income",
y = "Probability that Caregiver Greets Baby",
title = "Income as a Predictor of Caregiver Greeting Behavior")